作者
Alexander Engelmann, Yuning Jiang, Tillmann Mühlpfordt, Boris Houska, Timm Faulwasser
发表日期
2018/8/29
期刊
IEEE Transactions on Power Systems
卷号
34
期号
1
页码范围
584-594
出版商
IEEE
简介
This paper discusses the application of the recently proposed augmented Lagrangian alternating direction inexact Newton (aladin) method to non-convex ac optimal power flow problems (ac-opf) in a distributed fashion. In contrast to the often used alternating direction of multipliers method (admm), aladin guarantees locally quadratic convergence for ac-opf. Numerical results for 5-300 bus test cases indicate that aladin is able to outperform the admm and to reduce the number of iterations by about one order of magnitude. We compare aladin to numerical results for the admm documented in the literature. The improved convergence speed comes at the cost of increasing the communication effort per iteration. Therefore, we propose a variant of aladin that uses inexact Hessians to reduce communication. Additionally, we provide a detailed comparison of these aladin variants to the admm from an algorithmic and …
引用总数
2018201920202021202220232024181928221911
学术搜索中的文章
A Engelmann, Y Jiang, T Mühlpfordt, B Houska… - IEEE Transactions on Power Systems, 2018